Why Pivot Table Value Filters Return Zero Rows on Ratios

Summary An engineer attempted to filter a pivot table to isolate courses with a balanced grade distribution (between 20% and 80%). By applying a Value Filter using the “Between” operator on the calculated percentages, the resulting dataset returned zero rows. The intention was to exclude outliers where a single category dominated more than 80% of … Read more

Bevy systems ordering with .after() vs .chain()

Summary Bevy 0.18 provides two primary ways to enforce execution order between systems: .after() / .before() constraints – add a dependency edge in the schedule graph. .chain() – creates a system set that is implicitly ordered as a single linear chain. Although both achieve ordering, they differ in command flushing, dependency visibility, and duplicate‑system handling. … Read more

CMake for Fortran: Avoiding Build Failures with Module Files

Summary A developer transitioning a legacy Fortran project from a manual Makefile to CMake encountered a critical build failure. Despite explicitly setting include directories, the compiler failed to locate the .mod files required for the USE statements in the Fortran source. The build process stalled because the compiler flags intended to point to the library … Read more

Fixing Zig Zag Indicator Breakout Detection in Pine Script

Summary The incident involved a logic failure in stateful sequence tracking within a Pine Script-based technical indicator. The system was designed to draw “Zig Zag” lines and label price action extremes (HH, HL, LH, LL). However, the implementation failed to correctly identify the intersection point—the specific bar where price crosses a previously established horizontal support … Read more

Java toString Best Practices for Inheritance and Logging

Summary toString should give a single‑line, readable snapshot of an object’s significant state. It must be: Deterministic (same values → same string) Safe for logging (no side effects, no huge collections) Consistent across the type hierarchy Root Cause The difficulty stems from mixing inheritance and composition without a clear contract on what each class contributes … Read more

NextAuth Authentik Session Termination OIDC Flow Fix

Summary A critical session mismatch occurred where the application-level session (NextAuth) was terminated, but the Identity Provider (IdP) session (Authentik) remained active. This resulted in a “Zombie Session” state: users appeared logged out of the application, but any attempt to re-authenticate immediately re-established the session without user interaction. This creates a severe security risk in … Read more

Production MOT System Crash Due to IoU Shape Mismatch

Summary A production-level Multi-Object Tracking (MOT) system failed during a weighted cost matrix calculation. The system attempted to combine Re-ID cosine distance (spatial feature similarity) with IoU distance (bounding box overlap) to associate tracks with new detections. The process crashed with a ValueError: operands could not be broadcast together with shapes (5,3) and (5,), causing … Read more

3D Slice Texturing Bugs solved with Triplanar and Voxel methods

Summary An engineering team attempted to simulate Surface Layer Manufacturing (SLM) defects by procedurally generating textures on sliced 3D meshes. The goal was to map real-world metal defects (porosity, tearing, and flow inconsistencies) onto a model cut by a plane. The implementation failed due to a fundamental misunderstanding of the rendering pipeline and the relationship … Read more

User Safety: safe

Summary During a production migration, a deployment failed because the API Management (APIM) policy was unable to correctly map a template parameter into a complex, URL-encoded JSON query string. The engineering team was confused between using set-backend-service and rewrite-uri, leading to a configuration that sent malformed JSON to the downstream service, resulting in 400 Bad … Read more